Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Provider network, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22778	PRV	Juan Carroll	1941-07-09	UHC-56945-76	5633726733	7931 Desert Sky Blvd, Denver, CO, 80221	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27746	PRV	Robert A Jrodan	1969-07-05	—	3723408224	8316 Mesa Dr, Fresno, CA, 93714	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-23547	PRV	Vincent Jensen	1986-09-16	—	6065487112	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25928	PRV	Maria C Holmes	1944-06-28	UHC-41418-76	8697201138	3447 Desert Sky Blvd, Tempe, AZ, 85290	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22138	PRV	Harper Mason	1996-05-08	—	4629989619	6142 Hillcrest Rd, Fresno, CA, 93764	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-23320	PRV	Nicole Mason	2007-05-06	UHC-87408-83	9289648291	2874 Indian School Rd, Seattle, WA, 98135	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
PRV-24869	PRV	Beverly Aguilar	1992-04-15	UHC-96753-34	8893726618	5561 Main St, Minneapolis, MN, 55480	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26464	PRV	Sara B Trran	2003-09-20	UHC-06860-38	6645858422	6688 Lincoln Way, Mesa, AZ, 85294	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24197	PRV	Jordan Stone	1989-11-22	UHC-29838-90	4534019809	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24405	PRV	Judith Owens	1969-09-17	—	2105906088	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25030	PRV	Ethhan Green	1966-09-18	—	3287474285	6482 Lake View Rd, Las Vegas, NV, 89100	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27138	PRV	Susan Vazquez	2007-09-06	UHC-84134-22	3206987761	7588 Apache Blvd, Eden Prairie, MN, 55378	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
PRV-22732	PRV	Jose Y Campbell	1993-11-18	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-21310	PRV	Valentina K Roberts	2004-06-26	—	—	8848 Baseline Rd, Charlotte, NC, 28222	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-27388	PRV	Mary Olson	1959-05-05	—	4605878102	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22338	PRV	Heen Anderson	1998-12-21	—	7563174037	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24142	PRV	Kathryn F Guzman	1977-08-16	UHC-75140-36	7483355343	29 Broadway, Jacksonville, FL, 32277	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28138	PRV	Billy Romero	1992-09-22	UHC-51311-12	—	6253 Church St, Mesa, AZ, 85294	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28139	PRV	Billy Romero	1992-09-22	UHC-51311-12	—	6253 Church St, Mesa, AZ, 85294	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-22023	PRV	Susan Edwards	1977-01-25	UHC-55663-33	2109220629	1215 Ridge Rd, Orlando, FL, 32867	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-22454	PRV	Deborah Alvarado	2006-02-04	UHC-58614-80	4996656349	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
PRV-20741	PRV	Joseph Padilla	1998-06-17	UHC-83928-55	7579248202	8273 Lincoln Way, San Antonio, TX, 78225	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-22536	PRV	Vincent Pena	1945-02-06	—	3683430541	3385 Hillcrest Rd, Minneapolis, MN, 55480	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25902	PRV	Cheryl Ramos	2000-01-03	—	—	6590 Willow Ct, Columbus, OH, 43221	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-27336	PRV	Victoria N Graham	1950-09-24	UHC-99148-14	6796257726	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21219	PRV	Lawrence Clark	1996-12-10	UHC-09797-27	8802015475	6263 River Rd, Chandler, AZ, 85265	0.92	State code upper-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-26899	PRV	Deb I Johnson	1966-12-22	—	—	1475 Ridge Rd, Phoenix, AZ, 85079	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-26147	PRV	Angela Cole	1959-05-24	UHC-48801-96	6924039409	8885 Lincoln Way, Las Vegas, NV, 89158	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29313	PRV	Austin Williamson	1965-02-11	—	7323937837	1133 Mesa Dr, Charlotte, NC, 28242	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29124	PRV	Betty Stevens	1970-06-23	UHC-37763-62	3338990718	9098 Desert Sky Blvd, Nashville, TN, 37258	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26865	PRV	Mark Larson	1950-01-25	—	7448255384	4811 Pine Dr, Seattle, WA, 98125	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28072	PRV	Michael B Robertson	1983-03-07	—	3617842407	2002 Sunset Blvd, Eden Prairie, MN, 55307	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27029	PRV	Bradley T Daniels	1938-07-26	UHC-73036-62	5104665254	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28676	PRV	Janice Willis	1943-09-05	—	3186813969	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28340	PRV	Jessica Q Graham	1994-01-22	—	7216637331	8488 Market St, Glendale, AZ, 85307	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24395	PRV	Eugene Moreno	1942-03-06	—	2469720952	3932 Baseline Rd, Phoenix, AZ, 85059	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23316	PRV	Yuki Hayes	1978-11-25	UHC-85445-45	7742847603	2971 Grand Ave, Orlando, FL, 32890	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25668	PRV	Martha B Moore	2008-06-02	UHC-35380-55	9028019585	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-22091	PRV	Ronald Pierce	1989-04-14	—	3038921432	6679 Union St, Tempe, AZ, 85249	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-21533	PRV	Sandra Alavrado	1982-01-28	UHC-71767-16	8879027880	5572 Lake View Rd, Austin, TX, 78767	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-29110	PRV	Yuki Peters	1993-07-02	—	4433791540	7982 River Rd, Atlanta, GA, 30354	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23915	PRV	Adam McCoy	1967-08-07	UHC-56750-62	2552709479	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25924	PRV	Lawrence Marquez	1940-07-03	—	8333539312	4432 Broadway, Las Vegas, NV, 89129	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20793	PRV	Alexis Alvarado	2002-07-18	UHC-08236-43	6908443487	7620 Harbor Blvd, Columbus, OH, 43299	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28506	PRV	Ana Nelson	1982-07-06	UHC-12437-93	3566426135	1543 Union St, Sacramento, CA, 95870	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28312	PRV	Philip Wright	1978-08-11	—	4907449861	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23877	PRV	Frances B Carpenter	1989-07-13	—	2789370578	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25065	PRV	Hannah Williams	1972-04-05	UHC-24476-29	6812021493	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24804	PRV	Danielle Singh	2002-12-10	UHC-69592-89	5546362564	46 Baseline Rd, Eden Prairie, MN, 55392	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-27993	PRV	Lawrence Fuller	2000-12-09	UHC-49156-23	9783604569	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared

5,467 rows, page 100 of 110Previous Next